How to speed up AI platform training job queues?

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Whenever I submit a training job to the AI platform, I have to wait around 5-10 minutes for my training job to start after it is queued. This happens when I submit a package for training as well as when I submit a docker image.

The logs go something like:

T0:        "Job creation request has been successfully validated."
T0 + 1s:   "Waiting for job to be provisioned."
T0 + 1s:   "Job trainer_20200612_121714 is queued."
T0 + 3s:   "Waiting for training program to start."

T0 + 7min:  My training job finally starts

Is this completely on Google's side? Are there any settings on my end that can affect this?

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